Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 373142 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 34.2 MiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 3 |
fps_lags is highly correlated with fps_mean | High correlation |
dropped_frames_mean is highly correlated with dropped_frames_std and 1 other fields | High correlation |
dropped_frames_std is highly correlated with dropped_frames_mean and 1 other fields | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean and 1 other fields | High correlation |
auto_fec_state is highly correlated with auto_fec_mean | High correlation |
auto_fec_mean is highly correlated with auto_fec_state | High correlation |
rtt_mean is highly correlated with rtt_std | High correlation |
rtt_std is highly correlated with rtt_mean | High correlation |
fps_mean is highly correlated with fps_std and 1 other fields | High correlation |
fps_std is highly correlated with fps_mean | High correlation |
rtt_mean is highly skewed (γ1 = 23.84983086) | Skewed |
rtt_std is highly skewed (γ1 = 54.33820743) | Skewed |
dropped_frames_mean is highly skewed (γ1 = 66.68466981) | Skewed |
dropped_frames_std is highly skewed (γ1 = 70.56907366) | Skewed |
dropped_frames_max is highly skewed (γ1 = 55.38695193) | Skewed |
fps_std has 64561 (17.3%) zeros | Zeros |
fps_lags has 349405 (93.6%) zeros | Zeros |
rtt_std has 6770 (1.8%) zeros | Zeros |
dropped_frames_mean has 343748 (92.1%) zeros | Zeros |
dropped_frames_std has 344002 (92.2%) zeros | Zeros |
dropped_frames_max has 343748 (92.1%) zeros | Zeros |
auto_fec_mean has 42564 (11.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-02 19:54:38.515986 |
|---|---|
| Analysis finished | 2022-10-02 19:55:04.568068 |
| Duration | 26.05 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
| Distinct | 682 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.06981203 |
| Minimum | 0 |
|---|---|
| Maximum | 127.1 |
| Zeros | 579 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 23.5 |
| Q1 | 28.2 |
| median | 30 |
| Q3 | 44.1 |
| 95-th percentile | 57.6 |
| Maximum | 127.1 |
| Range | 127.1 |
| Interquartile range (IQR) | 15.9 |
Descriptive statistics
| Standard deviation | 11.39201155 |
|---|---|
| Coefficient of variation (CV) | 0.3248381127 |
| Kurtosis | -0.3254180592 |
| Mean | 35.06981203 |
| Median Absolute Deviation (MAD) | 3.9 |
| Skewness | 0.7298250765 |
| Sum | 13086019.8 |
| Variance | 129.7779272 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30 | 59079 | 15.8% |
| 29.9 | 14899 | 4.0% |
| 29.8 | 8764 | 2.3% |
| 29.7 | 6567 | 1.8% |
| 30.1 | 6020 | 1.6% |
| 29.6 | 5424 | 1.5% |
| 29.5 | 4676 | 1.3% |
| 29.4 | 3927 | 1.1% |
| 25 | 3913 | 1.0% |
| 29.3 | 3397 | 0.9% |
| Other values (672) | 256476 |
| Value | Count | Frequency (%) |
| 0 | 579 | |
| 0.1 | 8 | < 0.1% |
| 0.2 | 6 | < 0.1% |
| 0.3 | 3 | < 0.1% |
| 0.4 | 9 | < 0.1% |
| 0.5 | 5 | < 0.1% |
| 0.6 | 5 | < 0.1% |
| 0.7 | 5 | < 0.1% |
| 0.8 | 7 | < 0.1% |
| 0.9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 127.1 | 1 | |
| 125.8 | 1 | |
| 111 | 1 | |
| 102.7 | 1 | |
| 98.7 | 1 | |
| 95.4 | 1 | |
| 91.8 | 1 | |
| 83.7 | 1 | |
| 83 | 1 | |
| 80.2 | 1 |
| Distinct | 23910 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.489202809 |
| Minimum | 0 |
|---|---|
| Maximum | 312.5408418 |
| Zeros | 64561 |
| Zeros (%) | 17.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.4216370214 |
| median | 1.229272594 |
| Q3 | 2.836272985 |
| 95-th percentile | 9.890511727 |
| Maximum | 312.5408418 |
| Range | 312.5408418 |
| Interquartile range (IQR) | 2.414635963 |
Descriptive statistics
| Standard deviation | 3.80523841 |
|---|---|
| Coefficient of variation (CV) | 1.52869762 |
| Kurtosis | 377.5371754 |
| Mean | 2.489202809 |
| Median Absolute Deviation (MAD) | 0.9206628052 |
| Skewness | 7.748795453 |
| Sum | 928826.1145 |
| Variance | 14.47983936 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 64561 | 17.3% |
| 0.316227766 | 6147 | 1.6% |
| 0.316227766 | 4766 | 1.3% |
| 0.316227766 | 3998 | 1.1% |
| 0.316227766 | 3950 | 1.1% |
| 0.316227766 | 3034 | 0.8% |
| 0.4216370214 | 2034 | 0.5% |
| 0.4714045208 | 1962 | 0.5% |
| 0.4216370214 | 1945 | 0.5% |
| 0.9486832981 | 1930 | 0.5% |
| Other values (23900) | 278815 |
| Value | Count | Frequency (%) |
| 0 | 64561 | |
| 0.316227766 | 202 | 0.1% |
| 0.316227766 | 4766 | 1.3% |
| 0.316227766 | 3034 | 0.8% |
| 0.316227766 | 3950 | 1.1% |
| 0.316227766 | 2 | < 0.1% |
| 0.316227766 | 6147 | 1.6% |
| 0.316227766 | 3998 | 1.1% |
| 0.316227766 | 408 | 0.1% |
| 0.316227766 | 156 | < 0.1% |
| Value | Count | Frequency (%) |
| 312.5408418 | 1 | |
| 307.1672726 | 1 | |
| 307.0061346 | 1 | |
| 151.7123008 | 1 | |
| 148.898959 | 1 | |
| 141.1563751 | 1 | |
| 139.6567618 | 1 | |
| 103.2735849 | 1 | |
| 98.05718286 | 1 | |
| 96.99765175 | 1 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09737043806 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 349405 |
| Zeros (%) | 93.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5675633914 |
|---|---|
| Coefficient of variation (CV) | 5.828908677 |
| Kurtosis | 191.4111136 |
| Mean | 0.09737043806 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.28201418 |
| Sum | 36333 |
| Variance | 0.3221282032 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0 | 349405 | |
| 1 | 19459 | 5.2% |
| 2 | 2384 | 0.6% |
| 10 | 672 | 0.2% |
| 3 | 570 | 0.2% |
| 4 | 203 | 0.1% |
| 5 | 175 | < 0.1% |
| 6 | 97 | < 0.1% |
| 8 | 64 | < 0.1% |
| 7 | 61 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 349405 | |
| 1 | 19459 | 5.2% |
| 2 | 2384 | 0.6% |
| 3 | 570 | 0.2% |
| 4 | 203 | 0.1% |
| 5 | 175 | < 0.1% |
| 6 | 97 | < 0.1% |
| 7 | 61 | < 0.1% |
| 8 | 64 | < 0.1% |
| 9 | 52 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 672 | 0.2% |
| 9 | 52 | < 0.1% |
| 8 | 64 | < 0.1% |
| 7 | 61 | < 0.1% |
| 6 | 97 | < 0.1% |
| 5 | 175 | < 0.1% |
| 4 | 203 | 0.1% |
| 3 | 570 | 0.2% |
| 2 | 2384 | 0.6% |
| 1 | 19459 |
| Distinct | 6078 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.28192082 |
| Minimum | 0 |
|---|---|
| Maximum | 12898.4 |
| Zeros | 919 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.4 |
| Q1 | 16 |
| median | 34 |
| Q3 | 59.2 |
| 95-th percentile | 192.9 |
| Maximum | 12898.4 |
| Range | 12898.4 |
| Interquartile range (IQR) | 43.2 |
Descriptive statistics
| Standard deviation | 135.6887139 |
|---|---|
| Coefficient of variation (CV) | 2.368787777 |
| Kurtosis | 1048.927412 |
| Mean | 57.28192082 |
| Median Absolute Deviation (MAD) | 19.9 |
| Skewness | 23.84983086 |
| Sum | 21374290.5 |
| Variance | 18411.42707 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.1 | 1043 | 0.3% |
| 13.4 | 1016 | 0.3% |
| 13.3 | 997 | 0.3% |
| 5.4 | 991 | 0.3% |
| 13.2 | 989 | 0.3% |
| 13 | 971 | 0.3% |
| 5.3 | 962 | 0.3% |
| 5.2 | 959 | 0.3% |
| 12.9 | 954 | 0.3% |
| 5.5 | 949 | 0.3% |
| Other values (6068) | 363311 |
| Value | Count | Frequency (%) |
| 0 | 919 | |
| 0.2 | 1 | < 0.1% |
| 0.3 | 5 | < 0.1% |
| 0.4 | 2 | < 0.1% |
| 0.5 | 6 | < 0.1% |
| 0.6 | 2 | < 0.1% |
| 0.7 | 9 | < 0.1% |
| 0.8 | 6 | < 0.1% |
| 0.9 | 3 | < 0.1% |
| 1 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 12898.4 | 1 | |
| 10591 | 1 | |
| 9795 | 1 | |
| 9021.4 | 1 | |
| 8661.1 | 1 | |
| 8360.1 | 1 | |
| 7836 | 1 | |
| 7469.2 | 1 | |
| 7191.8 | 1 | |
| 7169 | 1 |
| Distinct | 65454 |
|---|---|
| Distinct (%) | 17.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.22966567 |
| Minimum | 0 |
|---|---|
| Maximum | 40721.93329 |
| Zeros | 6770 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.4216370214 |
| Q1 | 0.7888106377 |
| median | 1.712697677 |
| Q3 | 6.196773354 |
| 95-th percentile | 47.54591348 |
| Maximum | 40721.93329 |
| Range | 40721.93329 |
| Interquartile range (IQR) | 5.407962716 |
Descriptive statistics
| Standard deviation | 163.1101173 |
|---|---|
| Coefficient of variation (CV) | 7.683122281 |
| Kurtosis | 10634.61935 |
| Mean | 21.22966567 |
| Median Absolute Deviation (MAD) | 1.196299898 |
| Skewness | 54.33820743 |
| Sum | 7921679.907 |
| Variance | 26604.91037 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6770 | 1.8% |
| 0.4830458915 | 2611 | 0.7% |
| 0.5163977795 | 2407 | 0.6% |
| 0.4216370214 | 2191 | 0.6% |
| 0.316227766 | 2134 | 0.6% |
| 0.5163977795 | 1960 | 0.5% |
| 0.5676462122 | 1834 | 0.5% |
| 0.6749485577 | 1783 | 0.5% |
| 0.316227766 | 1732 | 0.5% |
| 0.6992058988 | 1641 | 0.4% |
| Other values (65444) | 348079 |
| Value | Count | Frequency (%) |
| 0 | 6770 | |
| 0.316227766 | 2 | < 0.1% |
| 0.316227766 | 2 | < 0.1% |
| 0.316227766 | 3 | < 0.1% |
| 0.316227766 | 8 | < 0.1% |
| 0.316227766 | 2 | < 0.1% |
| 0.316227766 | 27 | < 0.1% |
| 0.316227766 | 35 | < 0.1% |
| 0.316227766 | 29 | < 0.1% |
| 0.316227766 | 241 | 0.1% |
| Value | Count | Frequency (%) |
| 40721.93329 | 1 | |
| 6025.531078 | 1 | |
| 5769.017083 | 1 | |
| 5596.695096 | 1 | |
| 5413.64582 | 1 | |
| 5215.541693 | 1 | |
| 5123.838632 | 1 | |
| 4986.047833 | 1 | |
| 4969.887251 | 1 | |
| 4931.598794 | 1 |
| Distinct | 915 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 346235.0058 |
| Minimum | 0 |
|---|---|
| Maximum | 2097288600 |
| Zeros | 343748 |
| Zeros (%) | 92.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4.5 |
| Maximum | 2097288600 |
| Range | 2097288600 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 20301923.45 |
|---|---|
| Coefficient of variation (CV) | 58.63625313 |
| Kurtosis | 4776.169824 |
| Mean | 346235.0058 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 66.68466981 |
| Sum | 1.291948226 × 1011 |
| Variance | 4.121680956 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 343748 | |
| 3.3 | 928 | 0.2% |
| 3.4 | 906 | 0.2% |
| 3.5 | 717 | 0.2% |
| 3.2 | 595 | 0.2% |
| 3.6 | 580 | 0.2% |
| 6 | 442 | 0.1% |
| 6.6 | 428 | 0.1% |
| 0.1 | 420 | 0.1% |
| 3.7 | 417 | 0.1% |
| Other values (905) | 23961 | 6.4% |
| Value | Count | Frequency (%) |
| 0 | 343748 | |
| 0.1 | 420 | 0.1% |
| 0.2 | 133 | < 0.1% |
| 0.3 | 108 | < 0.1% |
| 0.4 | 120 | < 0.1% |
| 0.5 | 105 | < 0.1% |
| 0.6 | 121 | < 0.1% |
| 0.7 | 120 | < 0.1% |
| 0.8 | 110 | < 0.1% |
| 0.9 | 115 | < 0.1% |
| Value | Count | Frequency (%) |
| 2097288600 | 1 | |
| 1936746000 | 1 | |
| 1936091400 | 1 | |
| 1799290200 | 1 | |
| 1735023100 | 2 | |
| 1684955400 | 1 | |
| 1682201200 | 1 | |
| 1667911200 | 1 | |
| 1665420800 | 1 | |
| 1639707880 | 1 |
| Distinct | 6578 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 149161.6745 |
| Minimum | 0 |
|---|---|
| Maximum | 996375136.4 |
| Zeros | 344002 |
| Zeros (%) | 92.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 13.28156617 |
| Maximum | 996375136.4 |
| Range | 996375136.4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 9614594.737 |
|---|---|
| Coefficient of variation (CV) | 64.45754091 |
| Kurtosis | 5302.137749 |
| Mean | 149161.6745 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 70.56907366 |
| Sum | 5.565848556 × 1010 |
| Variance | 9.244043196 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 344002 | |
| 10.43551628 | 917 | 0.2% |
| 11.06797181 | 700 | 0.2% |
| 10.75174404 | 624 | 0.2% |
| 10.11928851 | 585 | 0.2% |
| 11.38419958 | 568 | 0.2% |
| 0.316227766 | 422 | 0.1% |
| 11.70042734 | 409 | 0.1% |
| 18.97366596 | 374 | 0.1% |
| 18.65743819 | 351 | 0.1% |
| Other values (6568) | 24190 | 6.5% |
| Value | Count | Frequency (%) |
| 0 | 344002 | |
| 0.316227766 | 422 | 0.1% |
| 0.4216370214 | 1 | < 0.1% |
| 0.4216370214 | 5 | < 0.1% |
| 0.4830458915 | 17 | < 0.1% |
| 0.4830458915 | 1 | < 0.1% |
| 0.5163977795 | 1 | < 0.1% |
| 0.5163977795 | 5 | < 0.1% |
| 0.5163977795 | 2 | < 0.1% |
| 0.5270462767 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 996375136.4 | 1 | |
| 988728405.3 | 1 | |
| 935537198.3 | 1 | |
| 902305725.8 | 1 | |
| 864826861.5 | 1 | |
| 851095768.9 | 1 | |
| 838095780.2 | 1 | |
| 825622032.5 | 1 | |
| 824661111.7 | 1 | |
| 815553396.8 | 1 |
| Distinct | 374 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 522273.6655 |
| Minimum | 0 |
|---|---|
| Maximum | 2097288600 |
| Zeros | 343748 |
| Zeros (%) | 92.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 39 |
| Maximum | 2097288600 |
| Range | 2097288600 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 27490801.77 |
|---|---|
| Coefficient of variation (CV) | 52.63677567 |
| Kurtosis | 3184.846192 |
| Mean | 522273.6655 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 55.38695193 |
| Sum | 1.948822401 × 1011 |
| Variance | 7.55744182 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 343748 | |
| 33 | 1185 | 0.3% |
| 34 | 1119 | 0.3% |
| 35 | 858 | 0.2% |
| 60 | 807 | 0.2% |
| 36 | 752 | 0.2% |
| 32 | 683 | 0.2% |
| 59 | 679 | 0.2% |
| 48 | 542 | 0.1% |
| 37 | 525 | 0.1% |
| Other values (364) | 22244 | 6.0% |
| Value | Count | Frequency (%) |
| 0 | 343748 | |
| 1 | 468 | 0.1% |
| 2 | 134 | < 0.1% |
| 3 | 111 | < 0.1% |
| 4 | 126 | < 0.1% |
| 5 | 106 | < 0.1% |
| 6 | 128 | < 0.1% |
| 7 | 116 | < 0.1% |
| 8 | 112 | < 0.1% |
| 9 | 120 | < 0.1% |
| Value | Count | Frequency (%) |
| 2097288600 | 2 | < 0.1% |
| 1936746000 | 4 | < 0.1% |
| 1936091400 | 2 | < 0.1% |
| 1852796200 | 3 | < 0.1% |
| 1799290200 | 2 | < 0.1% |
| 1763838200 | 1 | < 0.1% |
| 1735023100 | 10 | |
| 1684955400 | 3 | < 0.1% |
| 1682201200 | 5 | |
| 1667911200 | 6 |
auto_bitrate_state
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 MiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 410 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 373142 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 299958 | |
| 2 | 72774 | 19.5% |
| 3 | 410 | 0.1% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 299958 | |
| 2 | 72774 | 19.5% |
| 3 | 410 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 299958 | |
| 2 | 72774 | 19.5% |
| 3 | 410 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 373142 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 299958 | |
| 2 | 72774 | 19.5% |
| 3 | 410 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 373142 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 299958 | |
| 2 | 72774 | 19.5% |
| 3 | 410 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 373142 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 299958 | |
| 2 | 72774 | 19.5% |
| 3 | 410 | 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 MiB |
| 1 | |
|---|---|
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 373142 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 330578 | |
| 2 | 42564 | 11.4% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 330578 | |
| 2 | 42564 | 11.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 330578 | |
| 2 | 42564 | 11.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 373142 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 330578 | |
| 2 | 42564 | 11.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 373142 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 330578 | |
| 2 | 42564 | 11.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 373142 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 330578 | |
| 2 | 42564 | 11.4% |
| Distinct | 118 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.95277937 |
| Minimum | 0 |
|---|---|
| Maximum | 250 |
| Zeros | 42564 |
| Zeros (%) | 11.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 50 |
| median | 50 |
| Q3 | 50 |
| 95-th percentile | 100 |
| Maximum | 250 |
| Range | 250 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 35.50679906 |
|---|---|
| Coefficient of variation (CV) | 0.6834436865 |
| Kurtosis | 8.717465395 |
| Mean | 51.95277937 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.406901665 |
| Sum | 19385764 |
| Variance | 1260.732779 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50 | 285064 | |
| 0 | 42564 | 11.4% |
| 100 | 20554 | 5.5% |
| 200 | 13457 | 3.6% |
| 20 | 6747 | 1.8% |
| 40 | 2663 | 0.7% |
| 60 | 235 | 0.1% |
| 22 | 159 | < 0.1% |
| 42 | 133 | < 0.1% |
| 44 | 82 | < 0.1% |
| Other values (108) | 1484 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 42564 | |
| 4 | 2 | < 0.1% |
| 5 | 19 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 5 | < 0.1% |
| 10 | 26 | < 0.1% |
| 12 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 15 | 17 | < 0.1% |
| 20 | 6747 | 1.8% |
| Value | Count | Frequency (%) |
| 250 | 7 | < 0.1% |
| 235 | 1 | < 0.1% |
| 230 | 1 | < 0.1% |
| 220 | 1 | < 0.1% |
| 210 | 1 | < 0.1% |
| 200 | 13457 | |
| 195 | 2 | < 0.1% |
| 190 | 14 | < 0.1% |
| 185 | 24 | < 0.1% |
| 182 | 2 | < 0.1% |
stream_quality
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 MiB |
| 0 | |
|---|---|
| 1 | 23854 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 373142 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 349288 | |
| 1 | 23854 | 6.4% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 349288 | |
| 1 | 23854 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 349288 | |
| 1 | 23854 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 373142 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 349288 | |
| 1 | 23854 | 6.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 373142 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 349288 | |
| 1 | 23854 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 373142 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 349288 | |
| 1 | 23854 | 6.4% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| fps_mean | fps_std | fps_lags | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | auto_bitrate_state | auto_fec_state | auto_fec_mean | stream_quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24.4 | 0.516398 | 0 | 91.1 | 6.723921 | 0.0 | 0.0 | 0.0 | 1 | 1 | 50.0 | 0 |
| 1 | 28.6 | 2.065591 | 0 | 99.7 | 15.923777 | 0.0 | 0.0 | 0.0 | 1 | 1 | 50.0 | 0 |
| 2 | 30.0 | 0.000000 | 0 | 98.1 | 11.798776 | 0.0 | 0.0 | 0.0 | 1 | 1 | 50.0 | 0 |
| 3 | 30.3 | 0.948683 | 0 | 99.4 | 13.014522 | 0.0 | 0.0 | 0.0 | 1 | 1 | 50.0 | 0 |
| 4 | 29.9 | 0.316228 | 0 | 123.2 | 62.476307 | 0.0 | 0.0 | 0.0 | 1 | 1 | 50.0 | 0 |
| 5 | 29.5 | 1.649916 | 0 | 131.2 | 114.257798 | 0.0 | 0.0 | 0.0 | 1 | 1 | 50.0 | 0 |
| 6 | 24.3 | 0.483046 | 0 | 98.3 | 16.499495 | 0.0 | 0.0 | 0.0 | 1 | 1 | 50.0 | 0 |
| 7 | 24.5 | 0.971825 | 0 | 141.9 | 103.814418 | 0.0 | 0.0 | 0.0 | 1 | 1 | 50.0 | 0 |
| 8 | 30.0 | 0.000000 | 0 | 107.5 | 18.733511 | 0.0 | 0.0 | 0.0 | 1 | 1 | 50.0 | 0 |
| 9 | 30.0 | 0.471405 | 0 | 108.2 | 10.952422 | 0.0 | 0.0 | 0.0 | 1 | 1 | 50.0 | 0 |
Last rows
| fps_mean | fps_std | fps_lags | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | auto_bitrate_state | auto_fec_state | auto_fec_mean | stream_quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 373132 | 55.0 | 3.126944 | 0 | 119.6 | 0.516398 | 0.0 | 0.000000 | 0.0 | 2 | 1 | 50.0 | 0 |
| 373133 | 54.6 | 5.680376 | 0 | 119.5 | 0.707107 | 0.0 | 0.000000 | 0.0 | 2 | 1 | 50.0 | 0 |
| 373134 | 54.7 | 1.059350 | 0 | 119.9 | 0.875595 | 0.0 | 0.000000 | 0.0 | 2 | 1 | 50.0 | 0 |
| 373135 | 53.9 | 1.370320 | 0 | 119.7 | 0.483046 | 0.0 | 0.000000 | 0.0 | 2 | 1 | 50.0 | 0 |
| 373136 | 53.2 | 3.425395 | 0 | 123.4 | 12.167352 | 0.0 | 0.000000 | 0.0 | 2 | 1 | 50.0 | 0 |
| 373137 | 48.3 | 12.302213 | 0 | 119.3 | 0.674949 | 8.5 | 26.879360 | 85.0 | 2 | 1 | 50.0 | 0 |
| 373138 | 48.7 | 8.957306 | 0 | 119.8 | 0.788811 | 6.8 | 21.503488 | 68.0 | 2 | 1 | 50.0 | 0 |
| 373139 | 54.2 | 7.099296 | 0 | 119.4 | 0.516398 | 0.0 | 0.000000 | 0.0 | 2 | 1 | 50.0 | 0 |
| 373140 | 49.5 | 7.575545 | 0 | 120.0 | 0.816497 | 0.0 | 0.000000 | 0.0 | 2 | 1 | 50.0 | 0 |
| 373141 | 44.9 | 7.723701 | 0 | 107.4 | 37.739458 | 0.0 | 0.000000 | 0.0 | 2 | 1 | 50.0 | 0 |